{"created":"2025-01-19T01:36:25.135601+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00234601","sets":["1164:6089:11568:11631"]},"path":["11631"],"owner":"44499","recid":"234601","title":["LLMによるプログラムエラーの説明に基づく教材ページ推薦手法"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-06-08"},"_buckets":{"deposit":"f54f74fd-7e1c-4eb4-80c7-13e632e07b68"},"_deposit":{"id":"234601","pid":{"type":"depid","value":"234601","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"LLMによるプログラムエラーの説明に基づく教材ページ推薦手法","author_link":["639475","639476","639478","639477"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"LLMによるプログラムエラーの説明に基づく教材ページ推薦手法"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":" ET/CLE(1) ","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2024-06-08","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"九州大学大学院システム情報科学府情報理工学専攻"},{"subitem_text_value":"九州大学情報基盤研究開発センター"},{"subitem_text_value":"九州大学大学院システム情報科学研究院"},{"subitem_text_value":"九州大学大学院システム情報科学研究院"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/234601/files/IPSJ-CLE24043003.pdf","label":"IPSJ-CLE24043003.pdf"},"date":[{"dateType":"Available","dateValue":"2026-06-08"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-CLE24043003.pdf","filesize":[{"value":"2.3 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"45"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"be1867bb-4574-4aec-ad0b-38c6291040d1","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"松本, 大輝"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"谷口, 雄太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"大久保, 文哉"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"島田, 敬士"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA12496725","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8620","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"プログラミング教育において学習者がソースコードのエラーで躓いた際，スライド教材を参照することが一般的である．スライド教材を使用した学習では，学習者がスライド教材内のエラー解決のヒントとなる情報を得て主体的に課題に取り組むことで，自立的な学習が促進される．しかし，エラーの原因が理解できないこと，ページ枚数が多いことなどの理由で目的のページを見つけることが難しくなることが予想される．そこで本研究では，エラーを含んだソースコードを入力とし，そのエラーの解決に寄与するスライドページを推薦する手法を提案する．大規模言語モデルを用いてエラー説明テキストを生成し，スライド教材の文字起こしとマッチングさせることで推薦ページを決定する．評価実験においては，3 つのマッチング手法を比較し，効果的なマッチング手法を明らかにした．さらに，スライド教材の文字起こしの補足や，モデルの変更によって精度が向上することを明らかにした．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"7","bibliographic_titles":[{"bibliographic_title":"研究報告教育学習支援情報システム（CLE）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-06-08","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"3","bibliographicVolumeNumber":"2024-CLE-43"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":234601,"updated":"2025-01-19T09:45:16.806836+00:00","links":{}}